Period
to 19 March 2019

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Cambridge. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 19 March 2019 with a comparison to the same period over the previous 2 years.

Data Structures
Cambridgeshire > Cambridge
6 months to
19 Mar 2019
Same period 2018 Same period 2017
Rank 122 117 111
Rank change year-on-year -5 -6 -31
Permanent jobs citing Data Structures 19 72 40
As % of all permanent IT jobs advertised in Cambridge 1.01% 2.13% 1.74%
As % of the Miscellaneous category 2.13% 4.57% 4.02%
Number of salaries quoted 9 41 38
Cambridge median annual salary £46,000 £52,500 £48,750
Median salary % change year-on-year -12.38% +7.69% +17.47%
10th Percentile £31,250 £40,000 £18,000
90th Percentile £73,500 £62,500 £56,875
Cambridgeshire median annual salary £46,000 £52,500 £48,750
% change year-on-year -12.38% +7.69% +14.71%

Data Structures is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Cambridge with a requirement for generic IT skills.

All Generic IT Skills
Cambridge
Permanent vacancies with a requirement for generic IT skills 890 1,576 996
As % of all permanent IT jobs advertised in Cambridge 47.47% 46.68% 43.23%
Number of salaries quoted 613 1,015 803
Cambridge median annual salary £50,000 £50,000 £45,000
Median salary % change year-on-year - +11.11% +3.11%
10th Percentile £27,500 £30,000 £26,250
90th Percentile £75,000 £72,500 £72,050
Cambridgeshire median annual salary £47,773 £50,000 £44,500
% change year-on-year -4.46% +12.36% +4.71%

Data Structures
Job Vacancy Trend in Cambridge

Job postings citing Data Structures as a percentage of all IT jobs advertised in Cambridge.

Job vacancy trend for Data Structures in Cambridge

Data Structures
Salary Trend in Cambridge

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Structures in Cambridge.

Salary trend for Data Structures in Cambridge

Data Structures
Salary Histogram in Cambridge

The salary distribution of IT jobs citing Data Structures in Cambridge over the 6 months to 19 March 2019.

Salary histogram for Data Structures in Cambridge

For the 6 months to 19 March 2019, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Cambridge region with a requirement for Data Structures.

1 12 (63.16%) Algorithms
2 9 (47.37%) Test Automation
3 8 (42.11%) Software Engineering
4 7 (36.84%) Agile Software Development
4 7 (36.84%) Virtual Team
5 6 (31.58%) REST
5 6 (31.58%) Java
6 5 (26.32%) SOAP
6 5 (26.32%) Scrum
6 5 (26.32%) Project Management
6 5 (26.32%) TDD
6 5 (26.32%) QA
6 5 (26.32%) Continuous Integration
6 5 (26.32%) Gherkin
6 5 (26.32%) Kanban
6 5 (26.32%) BDD
6 5 (26.32%) Kubernetes
6 5 (26.32%) WorldPay
6 5 (26.32%) API Testing
6 5 (26.32%) Defect Tracking
7 4 (21.05%) Kotlin
7 4 (21.05%) TensorFlow
7 4 (21.05%) Google Cloud Platform
7 4 (21.05%) Firebase
7 4 (21.05%) Microsoft Azure
7 4 (21.05%) Amazon AWS
7 4 (21.05%) Google
7 4 (21.05%) Finance
7 4 (21.05%) Biometrics
7 4 (21.05%) Web Services

Data Structures
Co-occurring IT Skills in Cambridge by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Applications
1 2 (10.53%) Microsoft Excel
Business Applications
1 1 (5.26%) Oracle SCM
1 1 (5.26%) SAP APO
1 1 (5.26%) SAP SCM
Cloud Services
1 4 (21.05%) Amazon AWS
1 4 (21.05%) Firebase
1 4 (21.05%) Google Cloud Platform
1 4 (21.05%) Microsoft Azure
Communications & Networking
1 1 (5.26%) Software-Defined Networking
1 1 (5.26%) SSL
Database & Business Intelligence
1 2 (10.53%) QlikView
1 2 (10.53%) Relational Database
1 2 (10.53%) SQL Server Reporting Services
General
1 4 (21.05%) Finance
2 2 (10.53%) Marketing
3 1 (5.26%) Manufacturing
Job Titles
1 7 (36.84%) Software Engineer
2 5 (26.32%) Senior Software Tester
2 5 (26.32%) Senior Tester
2 5 (26.32%) Software Tester
2 5 (26.32%) Tester
3 4 (21.05%) Analyst
4 2 (10.53%) Business Analyst
4 2 (10.53%) Business Intelligence Analyst
4 2 (10.53%) Developer
4 2 (10.53%) Senior Software Engineer
5 1 (5.26%) C# Developer
5 1 (5.26%) C# Software Developer
5 1 (5.26%) Java Engineer
5 1 (5.26%) Java Software Engineer
5 1 (5.26%) Lead Software Engineer
5 1 (5.26%) Senior Developer
5 1 (5.26%) Supply Chain Analyst
5 1 (5.26%) Support Engineer
5 1 (5.26%) Technical Support
5 1 (5.26%) Technical Support Engineer
Libraries, Frameworks & Software Standards
1 6 (31.58%) REST
2 5 (26.32%) Gherkin
2 5 (26.32%) SOAP
3 4 (21.05%) TensorFlow
3 4 (21.05%) Web Services
4 1 (5.26%) JSON
4 1 (5.26%) LDAP
4 1 (5.26%) Regular Expression
4 1 (5.26%) XML
4 1 (5.26%) YAML
Miscellaneous
1 12 (63.16%) Algorithms
2 7 (36.84%) Virtual Team
3 1 (5.26%) Blog
3 1 (5.26%) Enterprise Software
3 1 (5.26%) Life Science
3 1 (5.26%) PKI
Operating Systems
1 2 (10.53%) Linux
1 2 (10.53%) Windows
Processes & Methodologies
1 9 (47.37%) Test Automation
2 8 (42.11%) Software Engineering
3 7 (36.84%) Agile Software Development
4 5 (26.32%) API Testing
4 5 (26.32%) BDD
4 5 (26.32%) Continuous Integration
4 5 (26.32%) Defect Tracking
4 5 (26.32%) Kanban
4 5 (26.32%) Project Management
4 5 (26.32%) Scrum
4 5 (26.32%) TDD
5 4 (21.05%) Biometrics
5 4 (21.05%) Data Modelling
6 3 (15.79%) Data Management
6 3 (15.79%) Multithreading
6 3 (15.79%) Unit Testing
7 2 (10.53%) Business Analysis
7 2 (10.53%) Change Management
7 2 (10.53%) Computer Science
7 2 (10.53%) DevOps
Programming Languages
1 6 (31.58%) Java
2 4 (21.05%) Kotlin
3 2 (10.53%) SQL
4 1 (5.26%) C#
4 1 (5.26%) Perl
4 1 (5.26%) Python
Qualifications
1 2 (10.53%) Computer Science Degree
1 2 (10.53%) Degree
Quality Assurance & Compliance
1 5 (26.32%) QA
2 2 (10.53%) PMO
System Software
1 2 (10.53%) Docker
2 1 (5.26%) Active Directory
Systems Management
1 5 (26.32%) Kubernetes
2 2 (10.53%) Ansible
3 1 (5.26%) Opscode Chef
3 1 (5.26%) Puppet
3 1 (5.26%) Single Sign-On
Vendors
1 5 (26.32%) WorldPay
2 4 (21.05%) Google
2 4 (21.05%) Microsoft
3 2 (10.53%) Salesforce.com
4 1 (5.26%) Infor
4 1 (5.26%) Oracle
4 1 (5.26%) SAP